The flickering of the emergency light was driving Evelyn mad. Three hours. Three hours of being cooped up with David, who was, as usual, completely unfazed. She ran a hand through her perfectly styled hair, smoothing out a crease that wasn’t even there.

"Well," she said through gritted teeth, her voice clipped, "this is a fine state of affairs, isn't it? My appointment with Dr. Stevens is now a distant memory. This is ridiculous!"

David was whistling. Whistling! She could feel her cheek twitch. She wanted to scream at him. She opened her mouth to speak, thought better of it, and turned to stare fixedly at the up button, willing the doors to magically slide open.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

This story is one of 1,000 stories generated for the emotion indignant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 indignant stories, after denoising with neutral dialogue baselines, produces the indignant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the indignant vector is projected through the unembedding matrix.

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256